Cardiovascular magnetic resonance (CMR) with late-gadolinium enhancement (LGE) is increasingly being used in hypertrophic cardiomyopathy (HCM) for diagnosis, risk stratification, and monitoring. However, recent data demonstrating brain gadolinium deposits have raised safety concerns. We developed and validated a machine-learning (ML) method that incorporates features extracted from cine to identify HCM patients without fibrosis in whom gadolinium can be avoided.
An XGBoost ML model was developed using regional wall thickness and thickening, and radiomic features of myocardial signal intensity, texture, size, and shape from cine. A CMR dataset containing 1099 HCM patients collected using 1.5T CMR scanners from different vendors and centres was used for model development (n=882) and validation (n=217). Among the 2613 radiomic features, we identified 7 features that provided best discrimination between +LGE and -LGE using 10-fold stratified cross-validation in the development cohort. Subsequently, an XGBoost model was developed using these radiomic features, regional wall thickness and thickening. In the independent validation cohort, the ML model yielded an area under the curve of 0.83 (95% CI 0.77-0.89), sensitivity of 91%, specificity of 62%, F1-score of 77%, true negatives rate (TNR) of 34%, and negative predictive value (NPV) of 89%. Optimization for sensitivity provided sensitivity of 96%, F2-score of 83%, TNR of 19% and NPV of 91%; false negatives halved from 4% to 2%.
An ML model incorporating novel radiomic markers of myocardium from cine can rule-out myocardial fibrosis in one-third of HCM patients referred for CMR reducing unnecessary gadolinium administration.
An ML model incorporating novel radiomic markers of myocardium from cine can rule-out myocardial fibrosis in one-third of HCM patients referred for CMR reducing unnecessary gadolinium administration.The aim of this study was to investigate the long-term outcomes following right ventricle-to-pulmonary artery (RV-to-PA) conduit insertion of Medtronic Freestyle® porcine valve (MFV) or pulmonary allograft valve (PAV) in adult patients with congenital heart disease.
Retrospective medical record review of consecutive RV-to-PA conduit insertion, using either PAV or MFV from 1991 to 2017. Perioperative data and clinic reports were collected. Cause and date of death were obtained from the Australian National Death Index to obtain survival function.
In total, 232 patients (median age 31.5?years, interquartile range 25-41?years) underwent RV-to-PA conduit insertion (PAV = 84 and MFV = 148) and were eligible for inclusion [63.8% tetralogy of Fallot (TOF); 11.6% congenital pulmonary stenosis (PS); 24.6% other diagnoses]. The overall median follow-up time was 9.1?years (interquartile range 5.3-12.6?years). The mean gradient was 11.8?±?7.1?mmHg in PAV and 16.6?±?9.6?mmHg in MFV patients. Congenital PS patients had 100% survival at 20?years, TOF patients at 5, 10, 15 and 20?years had 99%, 97%, 96% and 96% survival, respectively. Patients with other primary diagnoses at 5, 10, 15 and 20?years had 93%, 91%, 87% and 87% respectively. Freedom from reintervention did not differ significantly at 5 and 10?years between pulmonary allograft (98.6%, 98.6%) and Freestyle® porcine bioprosthesis (97.5%, 93%).
Both valves perform equally well with regard to patients' freedom from reoperation, although transvalvular gradient was higher for Freestyle® patients. Congenital PS and TOF patients had better survival than patients with other primary diagnoses.
Both valves perform equally well with regard to patients' freedom from reoperation, although transvalvular gradient was higher for Freestyle® patients. Congenital PS and TOF patients had better survival than patients with other primary diagnoses.The saccharide chains of heparan sulfate appear to be involved in several aspects Alzheimer disease (AD) pathogenesis. Their structural complexity is due to the expression of different isoenzymes. We studied the differential transcription of heparan sulfate chain biosynthesis in AD brains, analyzing different brain regions in patients with different extents of AD pathology. The transcriptomic study was performed by RT-PCR using samples of amygdala, anterior hippocampus, posterior hippocampus, claustrum, calcarine fissure, globus pallidus and cerebellum from patients with mild, moderate, or severe AD, as well as healthy individuals. Certain heparan sulfate epitopes were also detected by immunohistochemistry. Several genes, across all stages of heparan sulfate synthesis, showed altered transcription in different brain regions of AD patients. The numbers of alterations were greater in in moderate versus mild AD patients. In severe patients, there were fewer alterations in genes related to early stages of biosynthesis, and overexpression of genes involved in late stages. The alterations correlated with progressive brain atrophy, although alterations were more common in the cerebellum. https://www.selleckchem.com/mTOR.html Detection of some heparan sulfate epitopes by immunohistochemistry was consistent with previous studies. In conclusion, transcriptional alterations in the biosynthetic genes of heparan sulfate depend on the brain region and the degree of AD pathology.Evidence is mounting that cigarette smoking contributes to second primary contralateral breast cancer (CBC) risk. Whether radiation therapy (RT) interacts with smoking to modify this risk is unknown. In this multicenter, individually-matched case-control study, we examined the association between RT, smoking, and CBC risk. The study included 1,521 CBC cases and 2,212 controls with unilateral breast cancer, all diagnosed with first invasive breast cancer between 1985-2008 at age less then 55?years. Absorbed radiation doses to contralateral breast regions were estimated with thermoluminescent dosimeters in tissue-equivalent anthropomorphic phantoms and smoking history was collected by interview. Rate ratios (RRs) and 95% confidence intervals (CIs) for CBC risk were estimated by multivariable conditional logistic regression. There was no interaction between any measure of smoking with RT to increase CBC risk (eg, the interaction of continuous RT dose with smoking at first breast cancer diagnosis [ever/never] RR?=?1.